{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Parzen窗估计法是一种非参数函数估计方法，它能够较好地描述多维数据的分布状态。其基本思想就是利用一定范围内各点密度的平均值对总体密度函数进行估计。\n",
    "一般而言，设x为d维空间中任意一点，N是所选择的样本总数，为了对x处的分布概率密度P^(x)进行估计，以x为中心作一个边长为hN的超立方体VN,则其体积为VN=hN^d，为计算落入vN,中的样本数k，构造一个函数使得：\n",
    "![parzen](https://private.codecogs.com/gif.latex?%5Cvarphi%20%28%5Bu_1%2Cu_2%2C...u_d%5D%29%3D%5Cleft%5C%7B%5Cbegin%7Bmatrix%7D%201%26%20if%20%7Cu_j%7C%5Cleq%5Cfrac%7B1%7D%7B2%7D%5C%5C%200%26others%20%5Cend%7Bmatrix%7D%5Cright.)\n",
    "并使φ(u)满足条件φ(u)≥0，且∫φ(u)du=1，使其具有概密的性质，则落入体积VN,中的样本数为：\n",
    "![image-2.png](https://img-blog.csdn.net/20180410170330699?watermark/2/text/aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3NpYmlhbnRhaTU1NQ==/font/5a6L5L2T/fontsize/400/fill/I0JBQkFCMA==/dissolve/70)\n",
    "则此处概率密度的估计值是：\n",
    "![image-3.png](https://img-blog.csdn.net/20180410170342814?watermark/2/text/aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3NpYmlhbnRhaTU1NQ==/font/5a6L5L2T/fontsize/400/fill/I0JBQkFCMA==/dissolve/70)\n",
    "上式是Parzen窗估计法的基本公式，φ(u)称为窗函数，或核函数。\n",
    "一般窗函数采用正态窗或者高斯窗，这里我们采用的是正态窗。\n",
    "并且绘制不同窗长度hN以及不同样本数下的估计曲线，进行比较分析。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# def Paezen_window(u):  # 正态分布窗函数\n",
    "#     s = math.exp(-(u**2)/2) / math.sqrt(2*math.pi)\n",
    "#     return s\n",
    "#\n",
    "# def Parzen(N, x, h1):\n",
    "#     n = len(N)\n",
    "#     hn = h1/(math.sqrt(n))\n",
    "#     Px = []\n",
    "#     for i in x:\n",
    "#         p = 0\n",
    "#         for j in N:\n",
    "#             p += Paezen_window((j - i) / hn)\n",
    "#         Px.append(p / (h1 * math.sqrt(n)))  ##概率密度公式\n",
    "#     return np.array(Px)\n",
    "\n",
    "def Paezen_window(u):  # 正态分布窗函数\n",
    "    s = np.exp(-(u * u) / 2.0) / math.sqrt(2 * math.pi)\n",
    "    return s\n",
    "\n",
    "def Parzen(N, x, h1):\n",
    "    n = len(N)\n",
    "    # hn = h1 / (math.sqrt(n))\n",
    "    hn = h1/(math.log(n) + 1)\n",
    "    Px = []\n",
    "    for i in x:\n",
    "        p = Paezen_window((N - i) / hn)\n",
    "        Px.append(np.sum(p) / (h1 * math.sqrt(n)))  ##概率密度公式\n",
    "    return np.array(Px)\n",
    "\n",
    "def get_N(n):\n",
    "    nn = np.random.normal(0,1,n).reshape([-1,1])\n",
    "    return nn\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    x = np.arange(-5, 5, 0.1).reshape([-1, 1])\n",
    "    N_number = [1,16,256,10000]\n",
    "    h1 = [0.25,1,4]\n",
    "    N = []\n",
    "    result = []\n",
    "    for i in range(4):\n",
    "        N_i = get_N(N_number[i])\n",
    "        N.append(N_i)\n",
    "    ### ----> 此时 N = [N1,N2,N3,N4]\n",
    "    for j in range(0,4):\n",
    "        for k in range(0,3):\n",
    "            result_i = Parzen(N[j],x,h1[k])\n",
    "            result.append(result_i)\n",
    "    ### -----> 此时 result = [result_1,result_2,result_3,result_4,result_5, result_6,\n",
    "    ###              result_7,result_8,result_9,result_10,result_11,result_12]\n",
    "\n",
    "    fig, axes = plt.subplots(4, 3, figsize=(12, 10), dpi=100)\n",
    "    ax = axes.ravel()\n",
    "    j = -1\n",
    "    for i in range(12):\n",
    "        if i % 3 == 0:\n",
    "            j += 1\n",
    "        ax[i].plot(x, result[i])\n",
    "        ax[i].set_title('N={0}\\nh1={1}'.format(N_number[j], h1[i%3]))\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
